UK AI Exposure · Process, plant and machine operatives
Food, drink and tobacco process operatives
Food, drink and tobacco process operatives set, operate and attend machinery to bake, freeze, heat, crush, mix, blend and otherwise process foodstuffs, beverages and tobacco leaves.
- Employees (UK)
- 147k
- Median annual pay
- £27,267
- Exposure score ?
- 0.8/10 Minimal direct 0.8 · with tools 0.9
- Wage exposure
- £321m
Higher exposure than 47% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
The tasks in this role, ranked by AI exposure
Below are the real tasks O*NET records for this occupation, sorted highest exposure first. "AI can do this" means a language model can already handle the task directly. "AI can help" means an LLM can assist but not replace. "Human work" means today's AI doesn't touch it. Importance is O*NET's 1–5 rating of how central each task is to the role.
2 of 26 tasks in this role are things an AI can already do today. Task list mapped via O*NET "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders" (51-9041.00).
Record and maintain production data, such as meter readings, and quantities, types, and dimensions of materials produced.
Complete work tickets, and place them with products.
Adjust machine components to regulate speeds, pressures, and temperatures, and amounts, dimensions, and flow of materials or ingredients.
Press control buttons to activate machinery and equipment.
Examine, measure, and weigh materials or products to verify conformance to standards, using measuring devices such as templates, micrometers, or scales.
Activate machines to shape or form products, such as candy bars, light bulbs, balloons, or insulation panels.
Monitor machine operations and observe lights and gauges to detect malfunctions.
Clear jams, and remove defective or substandard materials or products.
Notify supervisors when extruded filaments fail to meet standards.
Select and install machine components, such as dies, molds, and cutters, according to specifications, using hand tools and measuring devices.
Review work orders, specifications, or instructions to determine materials, ingredients, procedures, components, settings, and adjustments for extruding, forming, pressing, or compacting machines.
Turn controls to adjust machine functions, such as regulating air pressure, creating vacuums, and adjusting coolant flow.
Clean dies, arbors, compression chambers, and molds, using swabs, sponges, or air hoses.
Send product samples to laboratories for analysis.
Synchronize speeds of sections of machines when producing products involving several steps or processes.
Couple air and gas lines to machines to maintain plasticity of material and to regulate solidification of final products.
Pour, scoop, or dump specified ingredients, metal assemblies, or mixtures into sections of machine prior to starting machines.
Measure, mix, cut, shape, soften, and join materials and ingredients, such as powder, cornmeal, or rubber to prepare them for machine processing.
Remove materials or products from molds or from extruding, forming, pressing, or compacting machines, and stack or store them for additional processing.
Feed products into machines by hand or conveyor.
Measure arbors and dies to verify sizes specified on work tickets.
Move materials, supplies, components, and finished products between storage and work areas, using work aids such as racks, hoists, and handtrucks.
Disassemble equipment to repair it or to replace parts, such as nozzles, punches, and filters.
Remove molds, mold components, and feeder tubes from machinery after production is complete.
Swab molds with solutions to prevent products from sticking.
Install, align, and adjust neck rings, press plungers, and feeder tubes.
Where a project with Alex usually starts for this role
This role's strict α score is low because its top tasks are judgment, not drafting. But those same tasks compress dramatically when AI is paired with the right context and tools. The three highest-stakes tasks below are usually where we start.
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Adjust machine components to regulate speeds, pressures, and temperatures, and amounts, dimensions, and flow of materials or ingredients.
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Press control buttons to activate machinery and equipment.
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Examine, measure, and weigh materials or products to verify conformance to standards, using measuring devices such as templates, micrometers, or scales.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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